Natural Language Queries on Ego4D

Metric: R@5 IoU=0.3 (higher is better)

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#	Model↕	R@5 IoU=0.3▼	Extra Data	Paper	Date↕	Code
1	DeCafNet-100%	45.63	No	DeCafNet: Delegate and Conquer for Efficient Tem...	2025-05-22	Code
2	EgoVideo	44.16	Yes	EgoVideo: Exploring Egocentric Foundation Model ...	2024-06-26	Code
3	DeCafNet-50%	42.4	No	DeCafNet: Delegate and Conquer for Efficient Tem...	2025-05-22	Code
4	RGNet	41.67	No	RGNet: A Unified Clip Retrieval and Grounding Ne...	2023-12-11	Code
5	DeCafNet-50% (no NaQ)	38.85	No	DeCafNet: Delegate and Conquer for Efficient Tem...	2025-05-22	Code
6	UniMD+Sync.	26.95	No	UniMD: Towards Unifying Moment Retrieval and Tem...	2024-04-07	Code
7	EgoVLPv2	23.8	No	EgoVLPv2: Egocentric Video-Language Pre-training...	2023-07-11	Code
8	InternVideo	22.95	No	InternVideo-Ego4D: A Pack of Champion Solutions ...	2022-11-17	Code
9	EgoVLP	16.76	No	Egocentric Video-Language Pretraining	2022-06-03	Code
10	ReLER@ZJU-Alibaba	15.41	No	ReLER@ZJU-Alibaba Submission to the Ego4D Natura...	2022-07-01	Code

#1DeCafNet-100%SOTA
45.63
R@5 IoU=0.3· 2025-05-22
DeCafNet: Delegate and Conquer for Efficient Temporal Grounding in Long Videos Code
#2EgoVideoSOTA
44.16
R@5 IoU=0.3· Extra Data· 2024-06-26
EgoVideo: Exploring Egocentric Foundation Model and Downstream Adaptation Code
#3DeCafNet-50%
42.4
R@5 IoU=0.3· 2025-05-22
DeCafNet: Delegate and Conquer for Efficient Temporal Grounding in Long Videos Code
#4RGNetSOTA
41.67
R@5 IoU=0.3· 2023-12-11
RGNet: A Unified Clip Retrieval and Grounding Network for Long Videos Code
#5DeCafNet-50% (no NaQ)
38.85
R@5 IoU=0.3· 2025-05-22
DeCafNet: Delegate and Conquer for Efficient Temporal Grounding in Long Videos Code
#6UniMD+Sync.
26.95
R@5 IoU=0.3· 2024-04-07
UniMD: Towards Unifying Moment Retrieval and Temporal Action Detection Code
#7EgoVLPv2SOTA
23.8
R@5 IoU=0.3· 2023-07-11
EgoVLPv2: Egocentric Video-Language Pre-training with Fusion in the Backbone Code
#8InternVideoSOTA
22.95
R@5 IoU=0.3· 2022-11-17
InternVideo-Ego4D: A Pack of Champion Solutions to Ego4D Challenges Code
#9EgoVLPSOTA
16.76
R@5 IoU=0.3· 2022-06-03
Egocentric Video-Language Pretraining Code
#10ReLER@ZJU-Alibaba
15.41
R@5 IoU=0.3· 2022-07-01
ReLER@ZJU-Alibaba Submission to the Ego4D Natural Language Queries Challenge 2022 Code